{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np; \n",
    "np.random.seed(0)\n",
    "import seaborn as sns;\n",
    "sns.set()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.0187898   0.6176355   0.61209572]\n",
      " [ 0.616934    0.94374808  0.6818203 ]\n",
      " [ 0.3595079   0.43703195  0.6976312 ]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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TYQwAsAZhDACAYY5Ht6kZ4AIAwDA6YwCANdimBgDAMMIYAADDvPrQD8IYAGAN7jMGAMAw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\nAACGEcYAABhGGAMAYBhhDACAYf8PQ0mdhUdUgScAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b3ccc88358>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "uniform_data = np.random.rand(3, 3)\n",
    "print (uniform_data)\n",
    "heatmap = sns.heatmap(uniform_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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BZQ0AgOFI1gAAGC5al8HpBgcAwHBU1gAAy2AZHAAAw/EGMwAADBetbzAjWQMALMNHZQ0A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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b3ccc70208>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(uniform_data, vmin=0.2, vmax=0.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 0.3113635  -0.77602047 -0.30736481]\n",
      " [-0.36652394  1.11971196 -0.45792242]\n",
      " [ 0.4253934  -0.02797118  1.47598983]]\n"
     ]
    },
    {
     "data": {
      "image/png": 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EAjpw4IA2b96s7OxslZaWqrKyUq2trSPOffPNN5WSkqL169dr7ty5euaZZ/TFL35Rb731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\nHGENAIDhCGsAAAz3/yvYPvWFs+F9AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2b3ccb83978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "normal_data = np.random.randn(3, 3)\n",
    "print (normal_data)\n",
    "ax = sns.heatmap(normal_data, center=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1949</td>\n",
       "      <td>January</td>\n",
       "      <td>112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1949</td>\n",
       "      <td>February</td>\n",
       "      <td>118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1949</td>\n",
       "      <td>March</td>\n",
       "      <td>132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1949</td>\n",
       "      <td>April</td>\n",
       "      <td>129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1949</td>\n",
       "      <td>May</td>\n",
       "      <td>121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   year     month  passengers\n",
       "0  1949   January         112\n",
       "1  1949  February         118\n",
       "2  1949     March         132\n",
       "3  1949     April         129\n",
       "4  1949       May         121"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "flights = sns.load_dataset(\"flights\")\n",
    "flights.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year       1949  1950  1951  1952  1953  1954  1955  1956  1957  1958  1959  \\\n",
      "month                                                                         \n",
      "January     112   115   145   171   196   204   242   284   315   340   360   \n",
      "February    118   126   150   180   196   188   233   277   301   318   342   \n",
      "March       132   141   178   193   236   235   267   317   356   362   406   \n",
      "April       129   135   163   181   235   227   269   313   348   348   396   \n",
      "May         121   125   172   183   229   234   270   318   355   363   420   \n",
      "June        135   149   178   218   243   264   315   374   422   435   472   \n",
      "July        148   170   199   230   264   302   364   413   465   491   548   \n",
      "August      148   170   199   242   272   293   347   405   467   505   559   \n",
      "September   136   158   184   209   237   259   312   355   404   404   463   \n",
      "October     119   133   162   191   211   229   274   306   347   359   407   \n",
      "November    104   114   146   172   180   203   237   271   305   310   362   \n",
      "December    118   140   166   194   201   229   278   306   336   337   405   \n",
      "\n",
      "year       1960  \n",
      "month            \n",
      "January     417  \n",
      "February    391  \n",
      "March       419  \n",
      "April       461  \n",
      "May         472  \n",
      "June        535  \n",
      "July        622  \n",
      "August      606  \n",
      "September   508  \n",
      "October     461  \n",
      "November    390  \n",
      "December    432  \n"
     ]
    },
    {
     "data": {
      "image/png": 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SvByuR8aRbd++nZ9++only5ezaNEio5sjIiLi8JTIlKA1a9bw6aef8sYbb9zSY94iIiK3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\nEZHeYiFDREREeouFDBEREemt/weXrh+BtL/omQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2270bb779e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "flights = flights.pivot(\"month\", \"year\", \"passengers\")\n",
    "print (flights)\n",
    "ax = sns.heatmap(flights)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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PvpfVGxV1ezTl5yk9uX/iFn9MWK+gfWPvBR5dVNzrqGLTqniO7sSGgUt4Gyrz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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2270bda82b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, annot=True,fmt=\"d\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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DhzBu3LgKdbZv344ff/wR/fv3BwBkZmYCgJDMaGtro2/fvjhw4ACOHTuGgICA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\nkcb6X6f2uq0AeceDAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2270c1c1668>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, linewidths=.5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TJj799FPeeOONQt3mLSIiUmiaIyNFLSoqyuHhJBERkcKwuskcGSUyIiIirsg98hglMiIi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\nMkRERGSw/h+2vYm5a4MHhQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2270bbd62e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cmap=\"YlGnBu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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dszRkyBAAwKVLl+Dq6gpb2/+9ONbR0VEsnIiIiEh6z/WVozZt2gAAjh8/jpSUFHTt2rVY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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x2270be6e0b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.heatmap(flights, cbar=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
